Research map / 3D vision / NeRF and radiance fields
DäRF: Boosting Radiance Fields from Sparse Input Views with Monocular Depth Adaptation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use DäRF with patch-wise fitting, MDE adaptation, and confidence modeling | K-planes · ScanNet 9–10 views | PSNR: 16.38 -> 18.29 | Helped |
| use DäRF with patch-wise fitting, MDE adaptation, and confidence modeling | K-planes · ScanNet 18–20 views | PSNR: 21.54 -> 21.58 | Helped |
| use DäRF with patch-wise fitting, MDE adaptation, and confidence modeling | K-planes · Tanks and Temples 10 views | PSNR: 14.12 -> 15.70 | Helped |
| add seen-view depth regularization (ablation) | K-planes baseline · ScanNet ablation | PSNR: 18.70 -> 19.71 | Helped |
| add unseen-view depth regularization (ablation) | K-planes with seen-view depth regularization · ScanNet ablation | PSNR: 19.71 -> 21.21 | Helped |
| add MDE adaptation (ablation) | K-planes with seen- and unseen-view depth regularization · ScanNet ablation | PSNR: 21.21 -> 21.39 | Helped |
| add confidence modeling (ablation) | K-planes with MDE adaptation · ScanNet ablation | PSNR: 21.39 -> 21.58 | Helped |
| use local instead of global scale-shift fitting (ablation) | K-planes with seen-view MDE distillation · ScanNet local fitting ablation | PSNR: 19.05 -> 19.71 | Helped |
| replace DPT with LeReS (ablation) | DäRF · ScanNet MDE baseline ablation | PSNR: 21.58 -> 21.31 | Hurt |
| replace DPT with MiDaS (ablation) | DäRF · ScanNet MDE baseline ablation | PSNR: 21.58 -> 21.48 | Hurt |
| use the scale-shift MDE adaptation loss alone instead of both adaptation terms (ablation) | DäRF · ScanNet MDE adaptation ablation | PSNR: 21.58 -> 21.31 | Hurt |
| use the L1 MDE adaptation loss alone instead of both adaptation terms (ablation) | DäRF · ScanNet MDE adaptation ablation | PSNR: 21.58 -> 21.48 | Hurt |
Closest papers by meaning
- AltNeRF: Learning Robust Neural Radiance Field via Alternating Depth-Pose Optimization (AAAI 2024 · similarity 0.93)
- Joint Optimization of Neural Radiance Fields and Continuous Camera Motion from a Monocular Video (CVPR 2025 · similarity 0.90)
- NeRFPrior: Learning Neural Radiance Field as a Prior for Indoor Scene Reconstruction (CVPR 2025 · similarity 0.90)
- Few-Shot Neural Radiance Fields under Unconstrained Illumination (AAAI 2024 · similarity 0.90)
- ColNeRF: Collaboration for Generalizable Sparse Input Neural Radiance Field (AAAI 2024 · similarity 0.90)
- FrugalNeRF: Fast Convergence for Extreme Few-shot Novel View Synthesis without Learned Priors (CVPR 2025 · similarity 0.90)
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